--- library_name: transformers license: mit base_model: nielsr/lilt-xlm-roberta-base tags: - generated_from_trainer metrics: - precision - recall - f1 - accuracy model-index: - name: output_LiLT_test_02 results: [] --- # output_LiLT_test_02 This model is a fine-tuned version of [nielsr/lilt-xlm-roberta-base](https://huggingface.co/nielsr/lilt-xlm-roberta-base) on an unknown dataset. It achieves the following results on the evaluation set: - Loss: 0.3264 - Precision: 0.8169 - Recall: 0.8461 - F1: 0.8312 - Accuracy: 0.9652 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 8 - eval_batch_size: 8 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 35 ### Training results | Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy | |:-------------:|:-------:|:-----:|:---------------:|:---------:|:------:|:------:|:--------:| | No log | 0.0808 | 100 | 0.1244 | 0.7826 | 0.8487 | 0.8143 | 0.9645 | | No log | 0.1617 | 200 | 0.1213 | 0.8206 | 0.8190 | 0.8198 | 0.9671 | | No log | 0.2425 | 300 | 0.1312 | 0.7559 | 0.8550 | 0.8024 | 0.9620 | | No log | 0.3234 | 400 | 0.1498 | 0.8176 | 0.7806 | 0.7987 | 0.9652 | | 0.0446 | 0.4042 | 500 | 0.1294 | 0.7709 | 0.8354 | 0.8019 | 0.9634 | | 0.0446 | 0.4850 | 600 | 0.1626 | 0.7820 | 0.7602 | 0.7709 | 0.9563 | | 0.0446 | 0.5659 | 700 | 0.1875 | 0.6274 | 0.6841 | 0.6545 | 0.9479 | | 0.0446 | 0.6467 | 800 | 0.1343 | 0.7793 | 0.8406 | 0.8088 | 0.9629 | | 0.0446 | 0.7276 | 900 | 0.1674 | 0.7863 | 0.8063 | 0.7962 | 0.9633 | | 0.0467 | 0.8084 | 1000 | 0.1340 | 0.7686 | 0.8089 | 0.7882 | 0.9610 | | 0.0467 | 0.8892 | 1100 | 0.1432 | 0.8018 | 0.8048 | 0.8033 | 0.9627 | | 0.0467 | 0.9701 | 1200 | 0.1522 | 0.7605 | 0.8423 | 0.7993 | 0.9578 | | 0.0467 | 1.0509 | 1300 | 0.1316 | 0.8052 | 0.8031 | 0.8042 | 0.9665 | | 0.0467 | 1.1318 | 1400 | 0.1522 | 0.7858 | 0.8342 | 0.8093 | 0.9651 | | 0.0415 | 1.2126 | 1500 | 0.1368 | 0.7742 | 0.8311 | 0.8016 | 0.9596 | | 0.0415 | 1.2935 | 1600 | 0.1363 | 0.7974 | 0.8317 | 0.8142 | 0.9669 | | 0.0415 | 1.3743 | 1700 | 0.1252 | 0.7889 | 0.8564 | 0.8213 | 0.9625 | | 0.0415 | 1.4551 | 1800 | 0.1299 | 0.7916 | 0.8221 | 0.8066 | 0.9637 | | 0.0415 | 1.5360 | 1900 | 0.1328 | 0.8021 | 0.8120 | 0.8070 | 0.9643 | | 0.039 | 1.6168 | 2000 | 0.1383 | 0.7439 | 0.8325 | 0.7857 | 0.9591 | | 0.039 | 1.6977 | 2100 | 0.1264 | 0.7965 | 0.8394 | 0.8174 | 0.9650 | | 0.039 | 1.7785 | 2200 | 0.1275 | 0.7913 | 0.8570 | 0.8229 | 0.9650 | | 0.039 | 1.8593 | 2300 | 0.1279 | 0.7741 | 0.8406 | 0.8060 | 0.9625 | | 0.039 | 1.9402 | 2400 | 0.1260 | 0.8024 | 0.8239 | 0.8130 | 0.9663 | | 0.0364 | 2.0210 | 2500 | 0.1371 | 0.7667 | 0.8487 | 0.8056 | 0.9614 | | 0.0364 | 2.1019 | 2600 | 0.1351 | 0.7730 | 0.7991 | 0.7858 | 0.9609 | | 0.0364 | 2.1827 | 2700 | 0.1598 | 0.7891 | 0.8135 | 0.8011 | 0.9621 | | 0.0364 | 2.2635 | 2800 | 0.1626 | 0.7759 | 0.8146 | 0.7948 | 0.9606 | | 0.0364 | 2.3444 | 2900 | 0.1550 | 0.8117 | 0.7752 | 0.7930 | 0.9640 | | 0.0301 | 2.4252 | 3000 | 0.1339 | 0.7800 | 0.8115 | 0.7954 | 0.9628 | | 0.0301 | 2.5061 | 3100 | 0.1194 | 0.7808 | 0.8541 | 0.8158 | 0.9654 | | 0.0301 | 2.5869 | 3200 | 0.1225 | 0.8151 | 0.8351 | 0.8250 | 0.9668 | | 0.0301 | 2.6677 | 3300 | 0.1356 | 0.8449 | 0.8213 | 0.8329 | 0.9685 | | 0.0301 | 2.7486 | 3400 | 0.1282 | 0.7971 | 0.8391 | 0.8176 | 0.9659 | | 0.0404 | 2.8294 | 3500 | 0.1219 | 0.8096 | 0.8458 | 0.8273 | 0.9660 | | 0.0404 | 2.9103 | 3600 | 0.1427 | 0.8165 | 0.8518 | 0.8338 | 0.9650 | | 0.0404 | 2.9911 | 3700 | 0.1587 | 0.8062 | 0.8273 | 0.8166 | 0.9640 | | 0.0404 | 3.0719 | 3800 | 0.1497 | 0.7832 | 0.8371 | 0.8093 | 0.9629 | | 0.0404 | 3.1528 | 3900 | 0.1366 | 0.7938 | 0.8345 | 0.8137 | 0.9624 | | 0.0362 | 3.2336 | 4000 | 0.1399 | 0.7798 | 0.8178 | 0.7984 | 0.9622 | | 0.0362 | 3.3145 | 4100 | 0.1520 | 0.7558 | 0.8510 | 0.8005 | 0.9598 | | 0.0362 | 3.3953 | 4200 | 0.1531 | 0.8015 | 0.8276 | 0.8144 | 0.9636 | | 0.0362 | 3.4762 | 4300 | 0.1446 | 0.8219 | 0.8302 | 0.8260 | 0.9665 | | 0.0362 | 3.5570 | 4400 | 0.1399 | 0.7884 | 0.8397 | 0.8132 | 0.9634 | | 0.0298 | 3.6378 | 4500 | 0.1374 | 0.7745 | 0.8576 | 0.8140 | 0.9623 | | 0.0298 | 3.7187 | 4600 | 0.1444 | 0.7428 | 0.8625 | 0.7982 | 0.9596 | | 0.0298 | 3.7995 | 4700 | 0.1577 | 0.8206 | 0.8164 | 0.8185 | 0.9623 | | 0.0298 | 3.8804 | 4800 | 0.1257 | 0.8039 | 0.8487 | 0.8257 | 0.9663 | | 0.0298 | 3.9612 | 4900 | 0.1327 | 0.8208 | 0.8268 | 0.8238 | 0.9658 | | 0.0342 | 4.0420 | 5000 | 0.1486 | 0.7490 | 0.8337 | 0.7891 | 0.9590 | | 0.0342 | 4.1229 | 5100 | 0.1531 | 0.805 | 0.8354 | 0.8199 | 0.9650 | | 0.0342 | 4.2037 | 5200 | 0.1384 | 0.8268 | 0.8420 | 0.8343 | 0.9675 | | 0.0342 | 4.2846 | 5300 | 0.1515 | 0.8139 | 0.8469 | 0.8301 | 0.9657 | | 0.0342 | 4.3654 | 5400 | 0.1564 | 0.8066 | 0.8501 | 0.8278 | 0.9644 | | 0.0291 | 4.4462 | 5500 | 0.1381 | 0.7949 | 0.8481 | 0.8206 | 0.9640 | | 0.0291 | 4.5271 | 5600 | 0.1417 | 0.8010 | 0.8331 | 0.8167 | 0.9664 | | 0.0291 | 4.6079 | 5700 | 0.1402 | 0.8251 | 0.8092 | 0.8171 | 0.9653 | | 0.0291 | 4.6888 | 5800 | 0.1325 | 0.8031 | 0.8409 | 0.8216 | 0.9653 | | 0.0291 | 4.7696 | 5900 | 0.1415 | 0.7989 | 0.8440 | 0.8209 | 0.9660 | | 0.0313 | 4.8504 | 6000 | 0.1506 | 0.8161 | 0.8469 | 0.8312 | 0.9663 | | 0.0313 | 4.9313 | 6100 | 0.1488 | 0.7803 | 0.8417 | 0.8099 | 0.9630 | | 0.0313 | 5.0121 | 6200 | 0.1495 | 0.8066 | 0.8342 | 0.8202 | 0.9667 | | 0.0313 | 5.0930 | 6300 | 0.1381 | 0.8183 | 0.8268 | 0.8225 | 0.9662 | | 0.0313 | 5.1738 | 6400 | 0.1753 | 0.8295 | 0.8135 | 0.8214 | 0.9659 | | 0.0228 | 5.2546 | 6500 | 0.1707 | 0.7738 | 0.8492 | 0.8098 | 0.9621 | | 0.0228 | 5.3355 | 6600 | 0.1854 | 0.8194 | 0.8242 | 0.8218 | 0.9657 | | 0.0228 | 5.4163 | 6700 | 0.1354 | 0.8138 | 0.8492 | 0.8311 | 0.9673 | | 0.0228 | 5.4972 | 6800 | 0.1326 | 0.7880 | 0.8455 | 0.8157 | 0.9637 | | 0.0228 | 5.5780 | 6900 | 0.1742 | 0.8350 | 0.8244 | 0.8297 | 0.9668 | | 0.026 | 5.6589 | 7000 | 0.1677 | 0.8197 | 0.8337 | 0.8266 | 0.9658 | | 0.026 | 5.7397 | 7100 | 0.1773 | 0.8118 | 0.8259 | 0.8188 | 0.9660 | | 0.026 | 5.8205 | 7200 | 0.1349 | 0.8157 | 0.8164 | 0.8160 | 0.9651 | | 0.026 | 5.9014 | 7300 | 0.1537 | 0.8016 | 0.8256 | 0.8134 | 0.9651 | | 0.026 | 5.9822 | 7400 | 0.1575 | 0.8320 | 0.8123 | 0.8221 | 0.9665 | | 0.0291 | 6.0631 | 7500 | 0.1547 | 0.8348 | 0.8233 | 0.8290 | 0.9686 | | 0.0291 | 6.1439 | 7600 | 0.1470 | 0.7947 | 0.8426 | 0.8180 | 0.9651 | | 0.0291 | 6.2247 | 7700 | 0.1431 | 0.8052 | 0.8319 | 0.8184 | 0.9654 | | 0.0291 | 6.3056 | 7800 | 0.1633 | 0.8127 | 0.8155 | 0.8141 | 0.9643 | | 0.0291 | 6.3864 | 7900 | 0.1639 | 0.8029 | 0.8198 | 0.8113 | 0.9640 | | 0.0257 | 6.4673 | 8000 | 0.1808 | 0.7852 | 0.8449 | 0.8139 | 0.9634 | | 0.0257 | 6.5481 | 8100 | 0.1514 | 0.8066 | 0.8357 | 0.8209 | 0.9657 | | 0.0257 | 6.6289 | 8200 | 0.1539 | 0.8441 | 0.8040 | 0.8236 | 0.9657 | | 0.0257 | 6.7098 | 8300 | 0.1592 | 0.8356 | 0.8057 | 0.8204 | 0.9657 | | 0.0257 | 6.7906 | 8400 | 0.1353 | 0.7952 | 0.8184 | 0.8066 | 0.9632 | | 0.0237 | 6.8715 | 8500 | 0.1471 | 0.8075 | 0.8285 | 0.8179 | 0.9646 | | 0.0237 | 6.9523 | 8600 | 0.1450 | 0.8223 | 0.8201 | 0.8212 | 0.9661 | | 0.0237 | 7.0331 | 8700 | 0.1737 | 0.7882 | 0.8348 | 0.8109 | 0.9631 | | 0.0237 | 7.1140 | 8800 | 0.1670 | 0.7762 | 0.8357 | 0.8048 | 0.9622 | | 0.0237 | 7.1948 | 8900 | 0.1651 | 0.8047 | 0.8195 | 0.8121 | 0.9638 | | 0.0221 | 7.2757 | 9000 | 0.1564 | 0.7983 | 0.8489 | 0.8229 | 0.9643 | | 0.0221 | 7.3565 | 9100 | 0.1718 | 0.8127 | 0.8394 | 0.8259 | 0.9667 | | 0.0221 | 7.4373 | 9200 | 0.1591 | 0.8157 | 0.8293 | 0.8225 | 0.9654 | | 0.0221 | 7.5182 | 9300 | 0.1578 | 0.8224 | 0.8357 | 0.8290 | 0.9662 | | 0.0221 | 7.5990 | 9400 | 0.1675 | 0.8031 | 0.8429 | 0.8225 | 0.9640 | | 0.0209 | 7.6799 | 9500 | 0.1543 | 0.8132 | 0.8247 | 0.8189 | 0.9656 | | 0.0209 | 7.7607 | 9600 | 0.1659 | 0.7949 | 0.8458 | 0.8196 | 0.9634 | | 0.0209 | 7.8416 | 9700 | 0.1635 | 0.8056 | 0.8420 | 0.8234 | 0.9647 | | 0.0209 | 7.9224 | 9800 | 0.1572 | 0.8206 | 0.8230 | 0.8218 | 0.9670 | | 0.0209 | 8.0032 | 9900 | 0.1636 | 0.7782 | 0.8596 | 0.8169 | 0.9628 | | 0.0222 | 8.0841 | 10000 | 0.1620 | 0.8336 | 0.8345 | 0.8341 | 0.9673 | | 0.0222 | 8.1649 | 10100 | 0.1637 | 0.7842 | 0.8432 | 0.8126 | 0.9636 | | 0.0222 | 8.2458 | 10200 | 0.1630 | 0.7911 | 0.8461 | 0.8177 | 0.9632 | | 0.0222 | 8.3266 | 10300 | 0.1787 | 0.7978 | 0.8495 | 0.8228 | 0.9653 | | 0.0222 | 8.4074 | 10400 | 0.1647 | 0.7662 | 0.8268 | 0.7953 | 0.9597 | | 0.0196 | 8.4883 | 10500 | 0.1646 | 0.7841 | 0.8394 | 0.8108 | 0.9621 | | 0.0196 | 8.5691 | 10600 | 0.1695 | 0.8019 | 0.8366 | 0.8188 | 0.9641 | | 0.0196 | 8.6500 | 10700 | 0.1517 | 0.8072 | 0.8374 | 0.8220 | 0.9653 | | 0.0196 | 8.7308 | 10800 | 0.1641 | 0.8019 | 0.8412 | 0.8210 | 0.9656 | | 0.0196 | 8.8116 | 10900 | 0.1601 | 0.8070 | 0.8400 | 0.8232 | 0.9660 | | 0.0199 | 8.8925 | 11000 | 0.1837 | 0.8201 | 0.8293 | 0.8247 | 0.9659 | | 0.0199 | 8.9733 | 11100 | 0.1760 | 0.8099 | 0.8253 | 0.8175 | 0.9648 | | 0.0199 | 9.0542 | 11200 | 0.1701 | 0.8183 | 0.8230 | 0.8206 | 0.9657 | | 0.0199 | 9.1350 | 11300 | 0.1916 | 0.8204 | 0.8109 | 0.8156 | 0.9646 | | 0.0199 | 9.2158 | 11400 | 0.1719 | 0.8183 | 0.8348 | 0.8265 | 0.9661 | | 0.0188 | 9.2967 | 11500 | 0.1537 | 0.8167 | 0.8334 | 0.8249 | 0.9668 | | 0.0188 | 9.3775 | 11600 | 0.1982 | 0.8039 | 0.8426 | 0.8228 | 0.9651 | | 0.0188 | 9.4584 | 11700 | 0.1641 | 0.7995 | 0.8469 | 0.8225 | 0.9641 | | 0.0188 | 9.5392 | 11800 | 0.1582 | 0.8072 | 0.8253 | 0.8161 | 0.9658 | | 0.0188 | 9.6200 | 11900 | 0.1951 | 0.7905 | 0.8322 | 0.8108 | 0.9632 | | 0.0158 | 9.7009 | 12000 | 0.1957 | 0.7904 | 0.8446 | 0.8166 | 0.9640 | | 0.0158 | 9.7817 | 12100 | 0.1837 | 0.7831 | 0.8337 | 0.8076 | 0.9637 | | 0.0158 | 9.8626 | 12200 | 0.1827 | 0.7943 | 0.8446 | 0.8187 | 0.9635 | | 0.0158 | 9.9434 | 12300 | 0.1461 | 0.8177 | 0.8328 | 0.8252 | 0.9661 | | 0.0158 | 10.0243 | 12400 | 0.2093 | 0.8195 | 0.8273 | 0.8234 | 0.9668 | | 0.0155 | 10.1051 | 12500 | 0.1671 | 0.8191 | 0.8351 | 0.8270 | 0.9673 | | 0.0155 | 10.1859 | 12600 | 0.1560 | 0.8039 | 0.8357 | 0.8195 | 0.9657 | | 0.0155 | 10.2668 | 12700 | 0.1786 | 0.8150 | 0.8446 | 0.8296 | 0.9656 | | 0.0155 | 10.3476 | 12800 | 0.1610 | 0.8177 | 0.8247 | 0.8212 | 0.9657 | | 0.0155 | 10.4285 | 12900 | 0.1640 | 0.8068 | 0.8524 | 0.8290 | 0.9664 | | 0.0154 | 10.5093 | 13000 | 0.1776 | 0.8331 | 0.8363 | 0.8347 | 0.9685 | | 0.0154 | 10.5901 | 13100 | 0.1702 | 0.8127 | 0.8216 | 0.8171 | 0.9645 | | 0.0154 | 10.6710 | 13200 | 0.1542 | 0.8104 | 0.8291 | 0.8196 | 0.9648 | | 0.0154 | 10.7518 | 13300 | 0.1872 | 0.8033 | 0.8302 | 0.8166 | 0.9646 | | 0.0154 | 10.8327 | 13400 | 0.1752 | 0.7810 | 0.8504 | 0.8142 | 0.9635 | | 0.0159 | 10.9135 | 13500 | 0.1979 | 0.7784 | 0.8354 | 0.8059 | 0.9626 | | 0.0159 | 10.9943 | 13600 | 0.1621 | 0.8061 | 0.8293 | 0.8176 | 0.9639 | | 0.0159 | 11.0752 | 13700 | 0.1684 | 0.8094 | 0.8250 | 0.8171 | 0.9646 | | 0.0159 | 11.1560 | 13800 | 0.1818 | 0.8076 | 0.8291 | 0.8182 | 0.9634 | | 0.0159 | 11.2369 | 13900 | 0.1805 | 0.8039 | 0.8366 | 0.8199 | 0.9657 | | 0.0143 | 11.3177 | 14000 | 0.1967 | 0.8112 | 0.8371 | 0.8239 | 0.9667 | | 0.0143 | 11.3985 | 14100 | 0.1820 | 0.7956 | 0.8461 | 0.8201 | 0.9650 | | 0.0143 | 11.4794 | 14200 | 0.1784 | 0.8137 | 0.8172 | 0.8155 | 0.9632 | | 0.0143 | 11.5602 | 14300 | 0.2155 | 0.7629 | 0.8553 | 0.8065 | 0.9580 | | 0.0143 | 11.6411 | 14400 | 0.2035 | 0.8076 | 0.8299 | 0.8186 | 0.9646 | | 0.0139 | 11.7219 | 14500 | 0.1760 | 0.8212 | 0.8118 | 0.8165 | 0.9656 | | 0.0139 | 11.8027 | 14600 | 0.1715 | 0.8016 | 0.8458 | 0.8231 | 0.9652 | | 0.0139 | 11.8836 | 14700 | 0.1750 | 0.8399 | 0.8060 | 0.8226 | 0.9667 | | 0.0139 | 11.9644 | 14800 | 0.1962 | 0.7980 | 0.8334 | 0.8153 | 0.9636 | | 0.0139 | 12.0453 | 14900 | 0.1822 | 0.7951 | 0.8400 | 0.8169 | 0.9639 | | 0.0138 | 12.1261 | 15000 | 0.1762 | 0.7893 | 0.8371 | 0.8125 | 0.9648 | | 0.0138 | 12.2070 | 15100 | 0.1943 | 0.8106 | 0.8412 | 0.8256 | 0.9656 | | 0.0138 | 12.2878 | 15200 | 0.2082 | 0.7910 | 0.8475 | 0.8183 | 0.9629 | | 0.0138 | 12.3686 | 15300 | 0.1961 | 0.8179 | 0.8363 | 0.8270 | 0.9658 | | 0.0138 | 12.4495 | 15400 | 0.1762 | 0.7987 | 0.8409 | 0.8193 | 0.9654 | | 0.0146 | 12.5303 | 15500 | 0.1864 | 0.8175 | 0.8227 | 0.8201 | 0.9652 | | 0.0146 | 12.6112 | 15600 | 0.2000 | 0.8281 | 0.8345 | 0.8313 | 0.9675 | | 0.0146 | 12.6920 | 15700 | 0.1829 | 0.7974 | 0.8587 | 0.8269 | 0.9654 | | 0.0146 | 12.7728 | 15800 | 0.1791 | 0.8221 | 0.8299 | 0.8260 | 0.9660 | | 0.0146 | 12.8537 | 15900 | 0.2003 | 0.7703 | 0.8625 | 0.8138 | 0.9627 | | 0.0113 | 12.9345 | 16000 | 0.1761 | 0.8022 | 0.8345 | 0.8180 | 0.9644 | | 0.0113 | 13.0154 | 16100 | 0.1781 | 0.8170 | 0.8417 | 0.8292 | 0.9660 | | 0.0113 | 13.0962 | 16200 | 0.1925 | 0.8302 | 0.8262 | 0.8282 | 0.9668 | | 0.0113 | 13.1770 | 16300 | 0.2029 | 0.8019 | 0.8345 | 0.8179 | 0.9658 | | 0.0113 | 13.2579 | 16400 | 0.1789 | 0.8115 | 0.8328 | 0.8220 | 0.9668 | | 0.009 | 13.3387 | 16500 | 0.1876 | 0.7982 | 0.8461 | 0.8214 | 0.9657 | | 0.009 | 13.4196 | 16600 | 0.1837 | 0.8378 | 0.8100 | 0.8237 | 0.9663 | | 0.009 | 13.5004 | 16700 | 0.1909 | 0.7922 | 0.8440 | 0.8173 | 0.9637 | | 0.009 | 13.5812 | 16800 | 0.1962 | 0.8003 | 0.8363 | 0.8179 | 0.9649 | | 0.009 | 13.6621 | 16900 | 0.1926 | 0.7998 | 0.8406 | 0.8197 | 0.9647 | | 0.0115 | 13.7429 | 17000 | 0.2182 | 0.7854 | 0.8472 | 0.8151 | 0.9627 | | 0.0115 | 13.8238 | 17100 | 0.2041 | 0.7981 | 0.8389 | 0.8180 | 0.9639 | | 0.0115 | 13.9046 | 17200 | 0.1815 | 0.7867 | 0.8314 | 0.8084 | 0.9640 | | 0.0115 | 13.9854 | 17300 | 0.2102 | 0.7924 | 0.8288 | 0.8102 | 0.9619 | | 0.0115 | 14.0663 | 17400 | 0.2204 | 0.7902 | 0.8250 | 0.8072 | 0.9621 | | 0.0121 | 14.1471 | 17500 | 0.1881 | 0.8033 | 0.8276 | 0.8153 | 0.9636 | | 0.0121 | 14.2280 | 17600 | 0.2297 | 0.7993 | 0.8195 | 0.8093 | 0.9617 | | 0.0121 | 14.3088 | 17700 | 0.1886 | 0.8104 | 0.8302 | 0.8202 | 0.9650 | | 0.0121 | 14.3897 | 17800 | 0.2038 | 0.7806 | 0.8533 | 0.8153 | 0.9630 | | 0.0121 | 14.4705 | 17900 | 0.2110 | 0.7852 | 0.8366 | 0.8100 | 0.9622 | | 0.0121 | 14.5513 | 18000 | 0.1980 | 0.7970 | 0.8366 | 0.8163 | 0.9641 | | 0.0121 | 14.6322 | 18100 | 0.2059 | 0.8139 | 0.8446 | 0.8290 | 0.9653 | | 0.0121 | 14.7130 | 18200 | 0.2168 | 0.8180 | 0.8345 | 0.8262 | 0.9647 | | 0.0121 | 14.7939 | 18300 | 0.1942 | 0.8077 | 0.8221 | 0.8149 | 0.9628 | | 0.0121 | 14.8747 | 18400 | 0.1987 | 0.8323 | 0.8025 | 0.8171 | 0.9650 | | 0.0099 | 14.9555 | 18500 | 0.1931 | 0.7598 | 0.8299 | 0.7933 | 0.9617 | | 0.0099 | 15.0364 | 18600 | 0.2199 | 0.7696 | 0.8590 | 0.8119 | 0.9611 | | 0.0099 | 15.1172 | 18700 | 0.1848 | 0.8121 | 0.8334 | 0.8226 | 0.9647 | | 0.0099 | 15.1981 | 18800 | 0.2362 | 0.7916 | 0.8455 | 0.8177 | 0.9632 | | 0.0099 | 15.2789 | 18900 | 0.2276 | 0.7892 | 0.8464 | 0.8168 | 0.9638 | | 0.0089 | 15.3597 | 19000 | 0.2355 | 0.8198 | 0.8158 | 0.8178 | 0.9644 | | 0.0089 | 15.4406 | 19100 | 0.2158 | 0.8166 | 0.8302 | 0.8233 | 0.9643 | | 0.0089 | 15.5214 | 19200 | 0.2334 | 0.7961 | 0.8383 | 0.8166 | 0.9629 | | 0.0089 | 15.6023 | 19300 | 0.2104 | 0.8110 | 0.8340 | 0.8223 | 0.9648 | | 0.0089 | 15.6831 | 19400 | 0.2209 | 0.8107 | 0.8322 | 0.8213 | 0.9647 | | 0.0078 | 15.7639 | 19500 | 0.2275 | 0.8112 | 0.8250 | 0.8181 | 0.9649 | | 0.0078 | 15.8448 | 19600 | 0.2000 | 0.8084 | 0.8334 | 0.8207 | 0.9647 | | 0.0078 | 15.9256 | 19700 | 0.2147 | 0.8326 | 0.8074 | 0.8198 | 0.9654 | | 0.0078 | 16.0065 | 19800 | 0.2227 | 0.8152 | 0.8048 | 0.8100 | 0.9632 | | 0.0078 | 16.0873 | 19900 | 0.2205 | 0.8235 | 0.8233 | 0.8234 | 0.9657 | | 0.0089 | 16.1681 | 20000 | 0.2259 | 0.8226 | 0.8221 | 0.8224 | 0.9650 | | 0.0089 | 16.2490 | 20100 | 0.2356 | 0.8141 | 0.8092 | 0.8116 | 0.9636 | | 0.0089 | 16.3298 | 20200 | 0.2329 | 0.7838 | 0.8415 | 0.8116 | 0.9623 | | 0.0089 | 16.4107 | 20300 | 0.2391 | 0.7856 | 0.8366 | 0.8103 | 0.9618 | | 0.0089 | 16.4915 | 20400 | 0.2060 | 0.7771 | 0.8311 | 0.8032 | 0.9615 | | 0.0075 | 16.5724 | 20500 | 0.2287 | 0.8023 | 0.8305 | 0.8161 | 0.9641 | | 0.0075 | 16.6532 | 20600 | 0.2312 | 0.7734 | 0.8371 | 0.8040 | 0.9606 | | 0.0075 | 16.7340 | 20700 | 0.2303 | 0.7847 | 0.8489 | 0.8156 | 0.9623 | | 0.0075 | 16.8149 | 20800 | 0.2374 | 0.7501 | 0.8443 | 0.7944 | 0.9590 | | 0.0075 | 16.8957 | 20900 | 0.2163 | 0.8023 | 0.8221 | 0.8121 | 0.9640 | | 0.0095 | 16.9766 | 21000 | 0.2096 | 0.7961 | 0.8262 | 0.8109 | 0.9628 | | 0.0095 | 17.0574 | 21100 | 0.2283 | 0.7843 | 0.8415 | 0.8118 | 0.9607 | | 0.0095 | 17.1382 | 21200 | 0.2089 | 0.8278 | 0.8063 | 0.8169 | 0.9646 | | 0.0095 | 17.2191 | 21300 | 0.2431 | 0.8044 | 0.8288 | 0.8164 | 0.9629 | | 0.0095 | 17.2999 | 21400 | 0.1944 | 0.7823 | 0.8340 | 0.8073 | 0.9616 | | 0.007 | 17.3808 | 21500 | 0.2524 | 0.8040 | 0.8230 | 0.8134 | 0.9628 | | 0.007 | 17.4616 | 21600 | 0.2463 | 0.7894 | 0.8426 | 0.8151 | 0.9618 | | 0.007 | 17.5424 | 21700 | 0.2214 | 0.7903 | 0.8345 | 0.8118 | 0.9621 | | 0.007 | 17.6233 | 21800 | 0.2188 | 0.7899 | 0.8397 | 0.8140 | 0.9623 | | 0.007 | 17.7041 | 21900 | 0.2485 | 0.7887 | 0.8380 | 0.8126 | 0.9615 | | 0.0077 | 17.7850 | 22000 | 0.2218 | 0.8071 | 0.8285 | 0.8176 | 0.9625 | | 0.0077 | 17.8658 | 22100 | 0.2424 | 0.8012 | 0.8270 | 0.8139 | 0.9614 | | 0.0077 | 17.9466 | 22200 | 0.2270 | 0.7937 | 0.8308 | 0.8118 | 0.9603 | | 0.0077 | 18.0275 | 22300 | 0.2466 | 0.7905 | 0.8331 | 0.8112 | 0.9612 | | 0.0077 | 18.1083 | 22400 | 0.2568 | 0.7868 | 0.8403 | 0.8127 | 0.9615 | | 0.0069 | 18.1892 | 22500 | 0.2349 | 0.7984 | 0.8172 | 0.8077 | 0.9626 | | 0.0069 | 18.2700 | 22600 | 0.2674 | 0.7892 | 0.8268 | 0.8075 | 0.9614 | | 0.0069 | 18.3508 | 22700 | 0.2395 | 0.7929 | 0.8288 | 0.8104 | 0.9620 | | 0.0069 | 18.4317 | 22800 | 0.2205 | 0.8080 | 0.8262 | 0.8170 | 0.9635 | | 0.0069 | 18.5125 | 22900 | 0.2153 | 0.7754 | 0.8371 | 0.8051 | 0.9599 | | 0.0061 | 18.5934 | 23000 | 0.2261 | 0.8207 | 0.8262 | 0.8234 | 0.9649 | | 0.0061 | 18.6742 | 23100 | 0.2085 | 0.8210 | 0.8279 | 0.8245 | 0.9651 | | 0.0061 | 18.7551 | 23200 | 0.2470 | 0.7899 | 0.8279 | 0.8084 | 0.9626 | | 0.0061 | 18.8359 | 23300 | 0.2264 | 0.7945 | 0.8383 | 0.8158 | 0.9627 | | 0.0061 | 18.9167 | 23400 | 0.2299 | 0.8185 | 0.8178 | 0.8182 | 0.9624 | | 0.0067 | 18.9976 | 23500 | 0.2575 | 0.7920 | 0.8366 | 0.8137 | 0.9599 | | 0.0067 | 19.0784 | 23600 | 0.2368 | 0.8014 | 0.8331 | 0.8170 | 0.9636 | | 0.0067 | 19.1593 | 23700 | 0.2436 | 0.8210 | 0.8054 | 0.8132 | 0.9624 | | 0.0067 | 19.2401 | 23800 | 0.2191 | 0.7932 | 0.8317 | 0.8120 | 0.9644 | | 0.0067 | 19.3209 | 23900 | 0.2454 | 0.7975 | 0.8538 | 0.8247 | 0.9650 | | 0.0061 | 19.4018 | 24000 | 0.2151 | 0.8283 | 0.8273 | 0.8278 | 0.9652 | | 0.0061 | 19.4826 | 24100 | 0.2340 | 0.8033 | 0.8146 | 0.8089 | 0.9621 | | 0.0061 | 19.5635 | 24200 | 0.2408 | 0.8032 | 0.8377 | 0.8201 | 0.9636 | | 0.0061 | 19.6443 | 24300 | 0.2379 | 0.7843 | 0.8458 | 0.8139 | 0.9623 | | 0.0061 | 19.7251 | 24400 | 0.2404 | 0.7973 | 0.8322 | 0.8144 | 0.9630 | | 0.0051 | 19.8060 | 24500 | 0.2352 | 0.7951 | 0.8299 | 0.8121 | 0.9624 | | 0.0051 | 19.8868 | 24600 | 0.2231 | 0.8023 | 0.8293 | 0.8156 | 0.9635 | | 0.0051 | 19.9677 | 24700 | 0.2649 | 0.7654 | 0.8443 | 0.8029 | 0.9594 | | 0.0051 | 20.0485 | 24800 | 0.2287 | 0.8058 | 0.8239 | 0.8147 | 0.9636 | | 0.0051 | 20.1293 | 24900 | 0.2636 | 0.8025 | 0.8328 | 0.8174 | 0.9637 | | 0.0055 | 20.2102 | 25000 | 0.2503 | 0.7847 | 0.8351 | 0.8091 | 0.9617 | | 0.0055 | 20.2910 | 25100 | 0.2458 | 0.7821 | 0.8348 | 0.8076 | 0.9616 | | 0.0055 | 20.3719 | 25200 | 0.2583 | 0.8064 | 0.8319 | 0.8190 | 0.9631 | | 0.0055 | 20.4527 | 25300 | 0.2801 | 0.7739 | 0.8446 | 0.8077 | 0.9591 | | 0.0055 | 20.5335 | 25400 | 0.2547 | 0.7828 | 0.8383 | 0.8096 | 0.9602 | | 0.005 | 20.6144 | 25500 | 0.2326 | 0.7896 | 0.8224 | 0.8057 | 0.9602 | | 0.005 | 20.6952 | 25600 | 0.2717 | 0.7757 | 0.8345 | 0.8041 | 0.9584 | | 0.005 | 20.7761 | 25700 | 0.2784 | 0.7724 | 0.8423 | 0.8058 | 0.9592 | | 0.005 | 20.8569 | 25800 | 0.2734 | 0.8153 | 0.8345 | 0.8248 | 0.9641 | | 0.005 | 20.9378 | 25900 | 0.2539 | 0.8021 | 0.8319 | 0.8168 | 0.9632 | | 0.0052 | 21.0186 | 26000 | 0.2592 | 0.8056 | 0.8363 | 0.8207 | 0.9635 | | 0.0052 | 21.0994 | 26100 | 0.2486 | 0.8002 | 0.8429 | 0.8210 | 0.9638 | | 0.0052 | 21.1803 | 26200 | 0.2598 | 0.7881 | 0.8426 | 0.8144 | 0.9622 | | 0.0052 | 21.2611 | 26300 | 0.2473 | 0.8081 | 0.8305 | 0.8192 | 0.9636 | | 0.0052 | 21.3420 | 26400 | 0.2529 | 0.8174 | 0.8207 | 0.8190 | 0.9642 | | 0.0048 | 21.4228 | 26500 | 0.2700 | 0.7981 | 0.8354 | 0.8163 | 0.9629 | | 0.0048 | 21.5036 | 26600 | 0.2566 | 0.7859 | 0.8368 | 0.8106 | 0.9626 | | 0.0048 | 21.5845 | 26700 | 0.2555 | 0.7900 | 0.8391 | 0.8138 | 0.9633 | | 0.0048 | 21.6653 | 26800 | 0.2589 | 0.7928 | 0.8348 | 0.8133 | 0.9619 | | 0.0048 | 21.7462 | 26900 | 0.2601 | 0.7959 | 0.8317 | 0.8134 | 0.9623 | | 0.0041 | 21.8270 | 27000 | 0.2655 | 0.7999 | 0.8345 | 0.8169 | 0.9636 | | 0.0041 | 21.9078 | 27100 | 0.2685 | 0.8043 | 0.8319 | 0.8179 | 0.9632 | | 0.0041 | 21.9887 | 27200 | 0.2439 | 0.8128 | 0.8259 | 0.8193 | 0.9638 | | 0.0041 | 22.0695 | 27300 | 0.2326 | 0.8081 | 0.8354 | 0.8215 | 0.9639 | | 0.0041 | 22.1504 | 27400 | 0.2789 | 0.7994 | 0.8363 | 0.8174 | 0.9630 | | 0.0043 | 22.2312 | 27500 | 0.2546 | 0.8046 | 0.8440 | 0.8239 | 0.9648 | | 0.0043 | 22.3120 | 27600 | 0.2628 | 0.8204 | 0.8282 | 0.8243 | 0.9648 | | 0.0043 | 22.3929 | 27700 | 0.2845 | 0.8049 | 0.8279 | 0.8163 | 0.9631 | | 0.0043 | 22.4737 | 27800 | 0.2985 | 0.7951 | 0.8276 | 0.8110 | 0.9611 | | 0.0043 | 22.5546 | 27900 | 0.2782 | 0.7933 | 0.8296 | 0.8110 | 0.9620 | | 0.0042 | 22.6354 | 28000 | 0.3030 | 0.7837 | 0.8386 | 0.8102 | 0.9606 | | 0.0042 | 22.7162 | 28100 | 0.2733 | 0.7965 | 0.8406 | 0.8180 | 0.9632 | | 0.0042 | 22.7971 | 28200 | 0.2528 | 0.7962 | 0.8368 | 0.8160 | 0.9632 | | 0.0042 | 22.8779 | 28300 | 0.2596 | 0.8019 | 0.8389 | 0.8199 | 0.9641 | | 0.0042 | 22.9588 | 28400 | 0.2658 | 0.8052 | 0.8449 | 0.8246 | 0.9641 | | 0.0031 | 23.0396 | 28500 | 0.2735 | 0.8080 | 0.8308 | 0.8192 | 0.9635 | | 0.0031 | 23.1205 | 28600 | 0.3051 | 0.7879 | 0.8472 | 0.8165 | 0.9618 | | 0.0031 | 23.2013 | 28700 | 0.2837 | 0.8136 | 0.8216 | 0.8176 | 0.9643 | | 0.0031 | 23.2821 | 28800 | 0.2951 | 0.8254 | 0.8270 | 0.8262 | 0.9660 | | 0.0031 | 23.3630 | 28900 | 0.2758 | 0.8098 | 0.8360 | 0.8227 | 0.9645 | | 0.0039 | 23.4438 | 29000 | 0.2622 | 0.8043 | 0.8366 | 0.8201 | 0.9631 | | 0.0039 | 23.5247 | 29100 | 0.2780 | 0.8085 | 0.8360 | 0.8220 | 0.9637 | | 0.0039 | 23.6055 | 29200 | 0.2881 | 0.7960 | 0.8357 | 0.8154 | 0.9615 | | 0.0039 | 23.6863 | 29300 | 0.2908 | 0.7826 | 0.8426 | 0.8115 | 0.9606 | | 0.0039 | 23.7672 | 29400 | 0.2920 | 0.8055 | 0.8391 | 0.8220 | 0.9627 | | 0.0039 | 23.8480 | 29500 | 0.3045 | 0.8163 | 0.8288 | 0.8225 | 0.9634 | | 0.0039 | 23.9289 | 29600 | 0.2844 | 0.8059 | 0.8357 | 0.8205 | 0.9633 | | 0.0039 | 24.0097 | 29700 | 0.2824 | 0.8136 | 0.8366 | 0.8249 | 0.9643 | | 0.0039 | 24.0905 | 29800 | 0.2917 | 0.8001 | 0.8435 | 0.8212 | 0.9629 | | 0.0039 | 24.1714 | 29900 | 0.2850 | 0.8034 | 0.8351 | 0.8189 | 0.9630 | | 0.0029 | 24.2522 | 30000 | 0.2973 | 0.8032 | 0.8438 | 0.8230 | 0.9635 | | 0.0029 | 24.3331 | 30100 | 0.2912 | 0.8187 | 0.8409 | 0.8296 | 0.9652 | | 0.0029 | 24.4139 | 30200 | 0.2967 | 0.8162 | 0.8319 | 0.8240 | 0.9645 | | 0.0029 | 24.4947 | 30300 | 0.2952 | 0.8074 | 0.8446 | 0.8256 | 0.9642 | | 0.0029 | 24.5756 | 30400 | 0.2811 | 0.7964 | 0.8527 | 0.8236 | 0.9639 | | 0.0032 | 24.6564 | 30500 | 0.2786 | 0.7995 | 0.8472 | 0.8227 | 0.9640 | | 0.0032 | 24.7373 | 30600 | 0.2652 | 0.8103 | 0.8371 | 0.8235 | 0.9641 | | 0.0032 | 24.8181 | 30700 | 0.2973 | 0.8111 | 0.8394 | 0.8250 | 0.9632 | | 0.0032 | 24.8989 | 30800 | 0.3084 | 0.8064 | 0.8403 | 0.8230 | 0.9623 | | 0.0032 | 24.9798 | 30900 | 0.2636 | 0.8320 | 0.8325 | 0.8323 | 0.9656 | | 0.0034 | 25.0606 | 31000 | 0.2647 | 0.8114 | 0.8435 | 0.8271 | 0.9641 | | 0.0034 | 25.1415 | 31100 | 0.2850 | 0.7967 | 0.8484 | 0.8217 | 0.9632 | | 0.0034 | 25.2223 | 31200 | 0.2891 | 0.8230 | 0.8432 | 0.8330 | 0.9653 | | 0.0034 | 25.3032 | 31300 | 0.2999 | 0.8175 | 0.8420 | 0.8296 | 0.9649 | | 0.0034 | 25.3840 | 31400 | 0.2856 | 0.8017 | 0.8510 | 0.8256 | 0.9634 | | 0.0027 | 25.4648 | 31500 | 0.3023 | 0.8216 | 0.8391 | 0.8303 | 0.9642 | | 0.0027 | 25.5457 | 31600 | 0.3039 | 0.8020 | 0.8498 | 0.8252 | 0.9634 | | 0.0027 | 25.6265 | 31700 | 0.2814 | 0.8076 | 0.8461 | 0.8264 | 0.9646 | | 0.0027 | 25.7074 | 31800 | 0.2892 | 0.8098 | 0.8394 | 0.8243 | 0.9652 | | 0.0027 | 25.7882 | 31900 | 0.2929 | 0.8138 | 0.8443 | 0.8288 | 0.9650 | | 0.0023 | 25.8690 | 32000 | 0.3092 | 0.8147 | 0.8415 | 0.8279 | 0.9643 | | 0.0023 | 25.9499 | 32100 | 0.3062 | 0.7914 | 0.8521 | 0.8207 | 0.9615 | | 0.0023 | 26.0307 | 32200 | 0.3057 | 0.8251 | 0.8337 | 0.8294 | 0.9639 | | 0.0023 | 26.1116 | 32300 | 0.3104 | 0.8266 | 0.8317 | 0.8291 | 0.9638 | | 0.0023 | 26.1924 | 32400 | 0.3126 | 0.8133 | 0.8412 | 0.8270 | 0.9644 | | 0.0032 | 26.2732 | 32500 | 0.2865 | 0.8093 | 0.8429 | 0.8258 | 0.9641 | | 0.0032 | 26.3541 | 32600 | 0.2995 | 0.8162 | 0.8397 | 0.8278 | 0.9644 | | 0.0032 | 26.4349 | 32700 | 0.2888 | 0.8066 | 0.8426 | 0.8242 | 0.9638 | | 0.0032 | 26.5158 | 32800 | 0.2825 | 0.7996 | 0.8536 | 0.8257 | 0.9634 | | 0.0032 | 26.5966 | 32900 | 0.3028 | 0.8190 | 0.8345 | 0.8267 | 0.9642 | | 0.0025 | 26.6774 | 33000 | 0.2980 | 0.8052 | 0.8507 | 0.8273 | 0.9631 | | 0.0025 | 26.7583 | 33100 | 0.3127 | 0.8067 | 0.8432 | 0.8245 | 0.9627 | | 0.0025 | 26.8391 | 33200 | 0.3177 | 0.7842 | 0.8432 | 0.8126 | 0.9605 | | 0.0025 | 26.9200 | 33300 | 0.2958 | 0.7996 | 0.8475 | 0.8228 | 0.9632 | | 0.0025 | 27.0008 | 33400 | 0.2940 | 0.7988 | 0.8492 | 0.8232 | 0.9632 | | 0.0023 | 27.0816 | 33500 | 0.2983 | 0.8086 | 0.8440 | 0.8260 | 0.9637 | | 0.0023 | 27.1625 | 33600 | 0.2971 | 0.8108 | 0.8400 | 0.8251 | 0.9642 | | 0.0023 | 27.2433 | 33700 | 0.2971 | 0.8191 | 0.8420 | 0.8304 | 0.9647 | | 0.0023 | 27.3242 | 33800 | 0.2948 | 0.8232 | 0.8334 | 0.8282 | 0.9650 | | 0.0023 | 27.4050 | 33900 | 0.2890 | 0.8124 | 0.8415 | 0.8267 | 0.9645 | | 0.0021 | 27.4859 | 34000 | 0.3030 | 0.8070 | 0.8426 | 0.8244 | 0.9635 | | 0.0021 | 27.5667 | 34100 | 0.3017 | 0.8032 | 0.8423 | 0.8223 | 0.9614 | | 0.0021 | 27.6475 | 34200 | 0.2984 | 0.8010 | 0.8446 | 0.8222 | 0.9610 | | 0.0021 | 27.7284 | 34300 | 0.2855 | 0.8237 | 0.8348 | 0.8292 | 0.9639 | | 0.0021 | 27.8092 | 34400 | 0.2950 | 0.8173 | 0.8432 | 0.8300 | 0.9637 | | 0.0026 | 27.8901 | 34500 | 0.2966 | 0.8178 | 0.8435 | 0.8304 | 0.9639 | | 0.0026 | 27.9709 | 34600 | 0.2902 | 0.8209 | 0.8377 | 0.8292 | 0.9643 | | 0.0026 | 28.0517 | 34700 | 0.2934 | 0.8082 | 0.8443 | 0.8259 | 0.9634 | | 0.0026 | 28.1326 | 34800 | 0.3025 | 0.8109 | 0.8432 | 0.8267 | 0.9629 | | 0.0026 | 28.2134 | 34900 | 0.2968 | 0.8187 | 0.8368 | 0.8277 | 0.9639 | | 0.0021 | 28.2943 | 35000 | 0.2984 | 0.8229 | 0.8400 | 0.8314 | 0.9637 | | 0.0021 | 28.3751 | 35100 | 0.3007 | 0.8144 | 0.8371 | 0.8256 | 0.9633 | | 0.0021 | 28.4559 | 35200 | 0.3187 | 0.8048 | 0.8464 | 0.8251 | 0.9632 | | 0.0021 | 28.5368 | 35300 | 0.2973 | 0.8197 | 0.8386 | 0.8290 | 0.9648 | | 0.0021 | 28.6176 | 35400 | 0.2928 | 0.8206 | 0.8371 | 0.8288 | 0.9649 | | 0.0019 | 28.6985 | 35500 | 0.2843 | 0.8091 | 0.8429 | 0.8256 | 0.9644 | | 0.0019 | 28.7793 | 35600 | 0.2918 | 0.8168 | 0.8458 | 0.8310 | 0.9649 | | 0.0019 | 28.8601 | 35700 | 0.3014 | 0.8182 | 0.8417 | 0.8298 | 0.9648 | | 0.0019 | 28.9410 | 35800 | 0.3038 | 0.8152 | 0.8429 | 0.8288 | 0.9645 | | 0.0019 | 29.0218 | 35900 | 0.3046 | 0.8190 | 0.8466 | 0.8326 | 0.9646 | | 0.0014 | 29.1027 | 36000 | 0.3033 | 0.8182 | 0.8495 | 0.8335 | 0.9653 | | 0.0014 | 29.1835 | 36100 | 0.3017 | 0.8050 | 0.8544 | 0.8290 | 0.9642 | | 0.0014 | 29.2643 | 36200 | 0.3058 | 0.8151 | 0.8461 | 0.8303 | 0.9645 | | 0.0014 | 29.3452 | 36300 | 0.3029 | 0.8207 | 0.8366 | 0.8286 | 0.9655 | | 0.0014 | 29.4260 | 36400 | 0.3049 | 0.8171 | 0.8449 | 0.8308 | 0.9654 | | 0.0016 | 29.5069 | 36500 | 0.2947 | 0.8130 | 0.8423 | 0.8274 | 0.9650 | | 0.0016 | 29.5877 | 36600 | 0.2962 | 0.8248 | 0.8357 | 0.8302 | 0.9653 | | 0.0016 | 29.6686 | 36700 | 0.3046 | 0.8276 | 0.8371 | 0.8323 | 0.9652 | | 0.0016 | 29.7494 | 36800 | 0.3089 | 0.8260 | 0.8374 | 0.8317 | 0.9655 | | 0.0016 | 29.8302 | 36900 | 0.3064 | 0.8261 | 0.8397 | 0.8329 | 0.9652 | | 0.0014 | 29.9111 | 37000 | 0.3117 | 0.8123 | 0.8420 | 0.8269 | 0.9640 | | 0.0014 | 29.9919 | 37100 | 0.3276 | 0.8045 | 0.8484 | 0.8259 | 0.9635 | | 0.0014 | 30.0728 | 37200 | 0.3126 | 0.8136 | 0.8443 | 0.8287 | 0.9642 | | 0.0014 | 30.1536 | 37300 | 0.3151 | 0.8094 | 0.8484 | 0.8284 | 0.9642 | | 0.0014 | 30.2344 | 37400 | 0.3125 | 0.8158 | 0.8466 | 0.8310 | 0.9646 | | 0.0014 | 30.3153 | 37500 | 0.3177 | 0.8167 | 0.8412 | 0.8287 | 0.9645 | | 0.0014 | 30.3961 | 37600 | 0.3099 | 0.8200 | 0.8432 | 0.8314 | 0.9649 | | 0.0014 | 30.4770 | 37700 | 0.2920 | 0.8131 | 0.8438 | 0.8281 | 0.9651 | | 0.0014 | 30.5578 | 37800 | 0.3003 | 0.8053 | 0.8487 | 0.8264 | 0.9644 | | 0.0014 | 30.6386 | 37900 | 0.3016 | 0.8214 | 0.8391 | 0.8302 | 0.9651 | | 0.0016 | 30.7195 | 38000 | 0.3098 | 0.8049 | 0.8492 | 0.8265 | 0.9644 | | 0.0016 | 30.8003 | 38100 | 0.3100 | 0.8081 | 0.8484 | 0.8277 | 0.9646 | | 0.0016 | 30.8812 | 38200 | 0.3069 | 0.8125 | 0.8484 | 0.8301 | 0.9652 | | 0.0016 | 30.9620 | 38300 | 0.2989 | 0.8179 | 0.8417 | 0.8297 | 0.9653 | | 0.0016 | 31.0428 | 38400 | 0.3062 | 0.8121 | 0.8449 | 0.8282 | 0.9652 | | 0.0009 | 31.1237 | 38500 | 0.3095 | 0.8043 | 0.8449 | 0.8241 | 0.9647 | | 0.0009 | 31.2045 | 38600 | 0.3014 | 0.8159 | 0.8391 | 0.8273 | 0.9656 | | 0.0009 | 31.2854 | 38700 | 0.3055 | 0.8175 | 0.8406 | 0.8289 | 0.9655 | | 0.0009 | 31.3662 | 38800 | 0.3077 | 0.8217 | 0.8380 | 0.8297 | 0.9656 | | 0.0009 | 31.4470 | 38900 | 0.3101 | 0.8187 | 0.8386 | 0.8285 | 0.9653 | | 0.001 | 31.5279 | 39000 | 0.3110 | 0.8222 | 0.8360 | 0.8290 | 0.9657 | | 0.001 | 31.6087 | 39100 | 0.3120 | 0.8188 | 0.8417 | 0.8301 | 0.9654 | | 0.001 | 31.6896 | 39200 | 0.3145 | 0.8213 | 0.8397 | 0.8304 | 0.9657 | | 0.001 | 31.7704 | 39300 | 0.3144 | 0.8242 | 0.8368 | 0.8305 | 0.9657 | | 0.001 | 31.8513 | 39400 | 0.3188 | 0.8198 | 0.8409 | 0.8302 | 0.9656 | | 0.0011 | 31.9321 | 39500 | 0.3173 | 0.8189 | 0.8432 | 0.8308 | 0.9658 | | 0.0011 | 32.0129 | 39600 | 0.3099 | 0.8222 | 0.8412 | 0.8316 | 0.9654 | | 0.0011 | 32.0938 | 39700 | 0.3148 | 0.8128 | 0.8475 | 0.8298 | 0.9645 | | 0.0011 | 32.1746 | 39800 | 0.3143 | 0.8137 | 0.8475 | 0.8303 | 0.9645 | | 0.0011 | 32.2555 | 39900 | 0.3102 | 0.8224 | 0.8461 | 0.8340 | 0.9653 | | 0.0013 | 32.3363 | 40000 | 0.3120 | 0.8184 | 0.8443 | 0.8312 | 0.9650 | | 0.0013 | 32.4171 | 40100 | 0.3126 | 0.8189 | 0.8446 | 0.8316 | 0.9651 | | 0.0013 | 32.4980 | 40200 | 0.3141 | 0.8152 | 0.8455 | 0.8301 | 0.9653 | | 0.0013 | 32.5788 | 40300 | 0.3149 | 0.8140 | 0.8464 | 0.8298 | 0.9649 | | 0.0013 | 32.6597 | 40400 | 0.3147 | 0.8174 | 0.8452 | 0.8311 | 0.9652 | | 0.0009 | 32.7405 | 40500 | 0.3160 | 0.8211 | 0.8417 | 0.8313 | 0.9655 | | 0.0009 | 32.8213 | 40600 | 0.3162 | 0.8108 | 0.8449 | 0.8275 | 0.9648 | | 0.0009 | 32.9022 | 40700 | 0.3184 | 0.8157 | 0.8446 | 0.8299 | 0.9653 | | 0.0009 | 32.9830 | 40800 | 0.3190 | 0.8204 | 0.8440 | 0.8321 | 0.9655 | | 0.0009 | 33.0639 | 40900 | 0.3183 | 0.8222 | 0.8423 | 0.8321 | 0.9656 | | 0.0008 | 33.1447 | 41000 | 0.3180 | 0.8227 | 0.8415 | 0.8320 | 0.9655 | | 0.0008 | 33.2255 | 41100 | 0.3183 | 0.8230 | 0.8417 | 0.8323 | 0.9655 | | 0.0008 | 33.3064 | 41200 | 0.3201 | 0.8171 | 0.8449 | 0.8308 | 0.9650 | | 0.0008 | 33.3872 | 41300 | 0.3206 | 0.8174 | 0.8438 | 0.8304 | 0.9652 | | 0.0008 | 33.4681 | 41400 | 0.3242 | 0.8168 | 0.8417 | 0.8291 | 0.9653 | | 0.0007 | 33.5489 | 41500 | 0.3230 | 0.8179 | 0.8403 | 0.8289 | 0.9653 | | 0.0007 | 33.6297 | 41600 | 0.3221 | 0.8187 | 0.8412 | 0.8298 | 0.9655 | | 0.0007 | 33.7106 | 41700 | 0.3238 | 0.8122 | 0.8440 | 0.8278 | 0.9649 | | 0.0007 | 33.7914 | 41800 | 0.3238 | 0.8143 | 0.8432 | 0.8285 | 0.9652 | | 0.0007 | 33.8723 | 41900 | 0.3244 | 0.8142 | 0.8426 | 0.8282 | 0.9651 | | 0.0008 | 33.9531 | 42000 | 0.3256 | 0.8138 | 0.8440 | 0.8286 | 0.9650 | | 0.0008 | 34.0340 | 42100 | 0.3267 | 0.8129 | 0.8440 | 0.8282 | 0.9649 | | 0.0008 | 34.1148 | 42200 | 0.3258 | 0.8132 | 0.8435 | 0.8281 | 0.9651 | | 0.0008 | 34.1956 | 42300 | 0.3268 | 0.8129 | 0.8452 | 0.8287 | 0.9650 | | 0.0008 | 34.2765 | 42400 | 0.3260 | 0.8169 | 0.8438 | 0.8301 | 0.9654 | | 0.0009 | 34.3573 | 42500 | 0.3253 | 0.8198 | 0.8435 | 0.8315 | 0.9657 | | 0.0009 | 34.4382 | 42600 | 0.3264 | 0.8207 | 0.8429 | 0.8316 | 0.9656 | | 0.0009 | 34.5190 | 42700 | 0.3265 | 0.8177 | 0.8455 | 0.8313 | 0.9653 | | 0.0009 | 34.5998 | 42800 | 0.3262 | 0.8182 | 0.8461 | 0.8319 | 0.9653 | | 0.0009 | 34.6807 | 42900 | 0.3260 | 0.8183 | 0.8464 | 0.8321 | 0.9653 | | 0.0006 | 34.7615 | 43000 | 0.3265 | 0.8173 | 0.8461 | 0.8314 | 0.9651 | | 0.0006 | 34.8424 | 43100 | 0.3266 | 0.8169 | 0.8461 | 0.8312 | 0.9652 | | 0.0006 | 34.9232 | 43200 | 0.3264 | 0.8169 | 0.8461 | 0.8312 | 0.9652 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu121 - Datasets 2.21.0 - Tokenizers 0.19.1